{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "24a64277",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import libraries\n",
    "import sys, os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import string \n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import font_manager, rc, patches\n",
    "import matplotlib\n",
    "from collections import Counter\n",
    "from sklearn import linear_model\n",
    "from collections.abc import Iterable\n",
    "import seaborn as sns\n",
    "import geopandas as gpd\n",
    "import re\n",
    "import math\n",
    "rc('font', family='Arial')\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(action='ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2ffab81d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 16 Provinces\n",
    "provinces = ['GW', 'GG', 'SU', 'IC', 'CB', 'CN', 'DJ', 'GB', 'GN', 'DG', 'US', 'BS', 'JB', 'JN', 'GJ', 'JJ']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50850866",
   "metadata": {},
   "source": [
    "# Figure 2 a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "30c26533",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import monthly dominant emotions\n",
    "\n",
    "# NAVER\n",
    "naver = pd.read_csv('./NAVER_monthly_pos_neg.csv', index_col=0)\n",
    "naver.index = pd.to_datetime(naver.index)\n",
    "\n",
    "# Twitter/X\n",
    "twitter = pd.read_csv('./twitter_monthly_pos_neg.csv', index_col=0)\n",
    "twitter.index = pd.to_datetime(twitter.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d3f51dfd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Functions for setting ticker\n",
    "class AxTransformer:\n",
    "    def __init__(self, datetime_vals=False):\n",
    "        self.datetime_vals = datetime_vals\n",
    "        self.lr = linear_model.LinearRegression()\n",
    "        \n",
    "        return\n",
    "    \n",
    "    def process_tick_vals(self, tick_vals):\n",
    "        if not isinstance(tick_vals, Iterable) or isinstance(tick_vals, str):\n",
    "            tick_vals = [tick_vals]\n",
    "            \n",
    "        if self.datetime_vals == True:\n",
    "            tick_vals = pd.to_datetime(tick_vals).astype(int).values\n",
    "            \n",
    "        tick_vals = np.array(tick_vals)\n",
    "            \n",
    "        return tick_vals\n",
    "    \n",
    "    def fit(self, ax, axis='y'):\n",
    "        axis = getattr(ax, f'get_{axis}axis')()\n",
    "        \n",
    "        tick_locs = axis.get_ticklocs()\n",
    "        tick_vals = self.process_tick_vals([label._text for label in axis.get_ticklabels()])\n",
    "        \n",
    "        self.lr.fit(tick_vals.reshape(-1, 1), tick_locs)\n",
    "        \n",
    "        return\n",
    "    \n",
    "    def transform(self, tick_vals):        \n",
    "        tick_vals = self.process_tick_vals(tick_vals)\n",
    "        tick_locs = self.lr.predict(np.array(tick_vals).reshape(-1, 1))\n",
    "        \n",
    "        return tick_locs\n",
    "def set_date_ticks(ax, start_date, end_date, axis='x', date_format='%Y-%m-%d', **date_range_kwargs):\n",
    "    dt_rng = pd.date_range(start_date, end_date, **date_range_kwargs)\n",
    "\n",
    "    ax_transformer = AxTransformer(datetime_vals=True)\n",
    "    ax_transformer.fit(ax, axis=axis)\n",
    "    \n",
    "    getattr(ax, f'set_{axis}ticks')(ax_transformer.transform(dt_rng))\n",
    "    getattr(ax, f'set_{axis}ticklabels')(dt_rng.strftime(date_format))\n",
    "\n",
    "    ax.tick_params(axis=axis, which='both', bottom=True, top=False, labelbottom=True, rotation=0)\n",
    "    \n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6c1043a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "plt.rcParams[\"font.family\"] = \"Arial\"\n",
    "def make_brown_blue_cmap():\n",
    "    colors = [(0.4,0.153,0),(0.8,0.33,0),(0.86,0.86,0.86),(0.,0.7,0.8), (0,0.4,0.4)] # 深蓝色 棕色 Fig.2a_240324_1\n",
    "    positions = [0, 0.25,0.5,0.75, 1]  # Positions for the colors along the colormap\n",
    "\n",
    "    return LinearSegmentedColormap.from_list('custom_cmap', list(zip(positions, colors)))\n",
    "\n",
    "# 创建示例数据\n",
    "data = [[1, 2], [3, 4]]\n",
    "\n",
    "# 创建自定义颜色映射\n",
    "cmap = make_brown_blue_cmap()\n",
    "\n",
    "# 绘制图像并应用colorbar\n",
    "plt.imshow(data, cmap=cmap)\n",
    "plt.colorbar()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "304cb70a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1900x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rc('font', size=20, family='Arial')\n",
    "fig, ax = plt.subplots(2, figsize=(19, 6), height_ratios=[1,8])\n",
    "fig.subplots_adjust(hspace=0.01)\n",
    "# Study period\n",
    "wanted_1m = pd.date_range('2020-01-01', '2023-05-31', freq='1MS')\n",
    "\n",
    "neg_1m = naver.loc[pd.date_range('2022-03-01', '2023-05-31', freq='1MS')]\n",
    "mask = neg_1m.isnull().T\n",
    "t = sns.heatmap(twitter.loc[pd.date_range('2022-03-01', '2023-05-31', freq='1M')].T, cmap=cmap, ax=ax[0], linewidths=1, annot=False,cbar_kws={\"shrink\": 10.2,\"pad\": 0.01,\"extend\": \"both\", \"aspect\": 40, 'orientation':'horizontal', 'location':'bottom' },linecolor=\"white\",lw=2,vmin=-100000.0, vmax=100000)\n",
    "g = sns.heatmap(neg_1m.fillna(0).T,\n",
    "                 cmap='coolwarm_r', ax=ax[1], vmin=-80, vmax=80, mask=mask, linecolor='white', linewidth=1,cbar_kws={\"shrink\": 10.2,\"pad\": 0.01,\"extend\": \"both\", \"aspect\": 40, 'orientation':'horizontal'})\n",
    "\n",
    "\n",
    "# Setting colorbar\n",
    "cbar0 = t.collections[0].colorbar\n",
    "cbar0.ax.set_position([0.264, 0.05, 0.5, 0.1])\n",
    "cbar0.set_ticks([-100000, -50000, 0, 50000, 100000])\n",
    "cbar0.set_ticklabels(['100k', '50k', '0', '50k', '100k'])\n",
    "\n",
    "cbar = g.collections[0].colorbar\n",
    "cbar.ax.set_position([0.264, -0.05, 0.5, 0.1])\n",
    "cbar.set_label('Positive                  Negative', rotation=0, labelpad=0)\n",
    "cbar.set_ticks([-80, -40, 0, 40, 80])\n",
    "cbar.set_ticklabels([80, 40, 0, 40, 80])\n",
    "\n",
    "# Ticker setting\n",
    "g.set_yticks([i+0.5 for i in range(16)])\n",
    "g.set_yticklabels(naver.columns, fontsize=18, rotation=0)\n",
    "g.set_facecolor('lightgrey')\n",
    "set_date_ticks(ax[1], '2022-03-01', '2023-05-31', freq='2MS', date_format='%b %Y')\n",
    "t.set_xticks([])\n",
    "t.set_xlabel('')\n",
    "\n",
    "rect2 = patches.Rectangle((2, 0), 2, 1, edgecolor='k', linewidth=6.5, facecolor='none')\n",
    "ax[0].add_patch(rect2)\n",
    "rect3 = patches.Rectangle((11, 0), 2, 1, edgecolor='k', linewidth=6.5, facecolor='none')\n",
    "ax[0].add_patch(rect3)\n",
    "ax[0].set_yticks([0.5])\n",
    "ax[0].set_yticklabels(['Twitter/X'], fontsize=20,rotation=360)\n",
    "\n",
    "# Define national drought (I) and regional drought (II)\n",
    "rect2 = patches.Rectangle((2, 0), 2, 16, edgecolor='k', linewidth=5, facecolor='none')\n",
    "ax[1].add_patch(rect2)\n",
    "rect3 = patches.Rectangle((11, 0), 2, 16, edgecolor='k', linewidth=5, facecolor='none')\n",
    "ax[1].add_patch(rect3)\n",
    "\n",
    "ax[0].tick_params(axis='y', length=7, color='#000000', width=1.5, labelcolor='#000000')\n",
    "ax[1].tick_params(axis='y', length=7, color='#000000', width=1.5, labelcolor='#000000')\n",
    "ax[1].tick_params(axis='x', length=7, color='#000000', width=1.5, labelcolor='#000000')\n",
    "# Save image\n",
    "plt.savefig('./Figure2a.jpg', dpi=400, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91b415d1",
   "metadata": {},
   "source": [
    "## Figure 2 b, c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8cdc6106",
   "metadata": {},
   "outputs": [],
   "source": [
    "spatial_dist = pd.read_csv('./NAVER_spatial_emotion.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "42b8941e",
   "metadata": {},
   "outputs": [],
   "source": [
    "annot_short = {'Gangwon': 'GW', 'Gyeonggi':'GG', 'Seoul':'SU', 'Incheon':'IC', 'Chungbuk':'CB', 'Chungnam':'CN', 'Daejeon':'DJ', 'Gyeongbuk':'GB', 'Gyeongnam':'GN', 'Daegu':'DG', 'Ulsan':'US', 'Busan':'BS', 'Jeonbuk':'JB', 'Jeonnam':'JN', 'Gwangju':'GJ', 'Jeju':'JJ'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "36c65511",
   "metadata": {},
   "outputs": [],
   "source": [
    "def drawKorea_number(targetData, blockedMap, place_code, cmapname, filename):\n",
    "    filtered_values = blockedMap[targetData].dropna()  # Filter out NaN values\n",
    "    datalabel = targetData\n",
    "    vmin = -80\n",
    "    vmax = 80\n",
    "    \n",
    "    # Dictionary of boundary\n",
    "    border_dict = {'Gangwon' :[[(6,1), (6,0), (10, 0), (10, 2), (11, 2), (11, 4), (12, 4), (12, 9), (10, 9), (10, 3), (9, 3), (9, 1), (7, 1), (6, 1)]], # GW\n",
    "    'Seoul':[[(5, 1), (7, 1), (7, 4), (9, 4), (9, 7), (7, 7), (7, 8), (4, 8), (4, 3), (5, 3), (5, 1)]], # SU\n",
    "    'Chungbuk':[[(5, 10), (9, 10), (9, 11), (8, 11), (8, 13), (7, 13), (7, 15), (6, 15), (6, 12), (5, 12), (5, 10)]], # CB \n",
    "    'Chungnam':[[(1, 9), (1, 11), (2, 11), (2, 14), (4, 14), (4, 13), (5, 13), (5, 9), (1, 9)]], # CN \n",
    "    'Ulsan':[[(13, 13), (13, 16), (11, 16), (11, 14), (12, 14), (12, 13), (13, 13)]], # US \n",
    "    'Busan':[[(13, 16), (13, 18), (12, 18), (12, 20), (9, 20), (9, 19), (8, 19), (8, 18), (9, 18), (9, 16), (10, 16), (10, 15), (11, 15), (11, 16), (13, 16)]], # BS\n",
    "    'Jeonnam':[[(1, 17), (1, 19), (0, 19), (0, 23), (2, 23), (2, 24), (3, 24), (3, 23), (4, 23), (4, 22), (5, 22), (5, 21), (6, 21), (6, 20), (5, 20), (5, 18), (3, 18), (3, 17), (1, 17)]],# JN\n",
    "    'Gwangju':[[(2, 19), (4, 19), (4, 21), (3, 21), (3, 22), (2, 22), (2, 19)]],                # GJ\n",
    "    'Gyeonggi':[[(7, 1), (9, 1), (9, 3), (10, 3), (10, 8), (9, 8), (9, 9), (8, 9), (8, 10), (5, 10), (5, 9), (3, 9), (3, 5), (2, 5), (2, 3), (3, 3), (3, 2), (5, 2), (5, 3), (4, 3), (4, 8), (7, 8), (7, 7), (9, 7), (9, 4), (7, 4), (7, 1)]],# GG\n",
    "    'Incheon':[[(2, 3), (1, 3), (1, 6), (2, 6), (2, 7), (1, 7), (1, 8), (0, 8), (0, 9), (3, 9), (3, 5), (2, 5), (2, 3)]],# IC\n",
    "    'Gyeongbuk':[[(12, 9), (13, 9), (13, 13), (9, 13), (9, 14), (7, 14), (7, 13), (8, 13), (8, 11), (9, 11), (9, 10), (8, 10), (8, 9), (9, 9), (9, 8), (10, 8), (10, 9), (12, 9)],# GB\n",
    "        [(13, 6), (14, 6), (14, 7), (13, 7), (13, 6)]], # 울릉도, Dok-do (GB)\n",
    "    'Daegu':[[(9, 13), (12, 13), (12, 14), (11, 14), (11, 15), (10, 15), (10, 16), (8, 16), (8, 14), (9, 14), (9, 13)]],# DG\n",
    "    'Gyeongnam':[[(10, 20), (10, 21), (8, 21), (8, 20), (5, 20), (5, 18), (6, 18), (6, 15), (7, 15), (7, 14), (8, 14), (8, 16), (9, 16), (9, 18), (8, 18), (8, 19), (9, 19), (9, 20), (10, 20)]],# GN\n",
    "    'Daejeon':[[(5, 12), (6, 12), (6, 15), (4, 15), (4, 13), (5, 13), (5, 12)]],# DJ\n",
    "    'Jeonbuk':[[(2, 14), (2, 16), (1, 16), (1, 17), (3, 17), (3, 18), (6, 18), (6, 15), (4, 15), (4, 14), (2, 14),]],# JB\n",
    "    'Jeju':[[(4, 24), (5, 24), (5, 26), (4, 26), (4, 24)]] # JJ\n",
    "    }\n",
    "    \n",
    "    # Color provinces\n",
    "    mapdata = blockedMap.pivot(index='y', columns='x', values=targetData)\n",
    "    masked_mapdata = np.ma.masked_where(np.isnan(mapdata), mapdata)\n",
    "    plt.rc('font', size=30)\n",
    "    plt.figure(figsize=(13, 15))\n",
    "    plt.pcolor(masked_mapdata, vmin=vmin, vmax=vmax, cmap=cmapname, edgecolor='#aaaaaa', linewidth=0.5)\n",
    "    plt.xlim([min(blockedMap['x']) - 1.5, max(blockedMap['x']) + 1.5])\n",
    "    plt.ylim([min(blockedMap['y']) - 1.5, max(blockedMap['y']) + 1.5])\n",
    "    \n",
    "     # Regional Codes\n",
    "    for idx, row in blockedMap.iterrows():\n",
    "        # Display the name of the region\n",
    "        if type(row['annot']) == str:\n",
    "            prov = annot_short[row['annot']]\n",
    "            fontsize = 55\n",
    "            weight = 'bold'\n",
    "            fontcolor = 'black'\n",
    "            \n",
    "            # Adjust annotate position \n",
    "            if row['annot'] == 'Gangwon' or row['annot'] == 'Ulsan'  or row['annot'] == 'Gyeonggi' or row['annot'] == 'Incheon' or row['annot'] == 'Daejeon':\n",
    "                plt.annotate(prov, (row['x'] + 1, row['y'] + 1), weight=weight,\n",
    "                        fontsize=fontsize, ha='center', va='center', color=fontcolor)\n",
    "            elif row['annot'] == 'Gyeongnam':\n",
    "                plt.annotate(prov, (row['x'], row['y']+2), weight=weight,\n",
    "                        fontsize=fontsize, ha='center', va='center', color=fontcolor)\n",
    "            elif row['annot'] == 'Gwangju' or row['annot'] == 'Jeonnam':\n",
    "                plt.annotate(prov, (row['x'] + 1, row['y'] + 0.5), weight=weight,\n",
    "                        fontsize=fontsize, ha='center', va='center', color=fontcolor)\n",
    "            elif row['annot'] == 'Chungnam':\n",
    "                plt.annotate(prov, (row['x'] + 1, row['y'] + 1), weight=weight,\n",
    "                        fontsize=fontsize, ha='center', va='center', color=fontcolor)\n",
    "            elif row['annot'] == 'Jeonbuk':\n",
    "                plt.annotate(prov, (row['x'] + 0.5, row['y'] + 0.3), weight=weight,\n",
    "                        fontsize=fontsize, ha='center', va='center', color=fontcolor)\n",
    "            elif row['annot'] == 'Jeju':\n",
    "                if targetData[:7] == 'Twitter':\n",
    "                     plt.annotate('J\\nJ', (row['x'] + 1, row['y'] + 2), weight=weight,\n",
    "                        fontsize=fontsize, ha='center', va='center', color=fontcolor)\n",
    "                else:\n",
    "                    plt.annotate(prov, (row['x'] + 0.5, row['y'] + 0.6), weight=weight,\n",
    "                        fontsize=fontsize, ha='center', va='center', color=fontcolor)           \n",
    "            else:\n",
    "                plt.annotate(prov, (row['x'] + 0.5, row['y'] + 0.6),weight=weight,\n",
    "                    fontsize=fontsize, ha='center', va='center', color=fontcolor)\n",
    "            \n",
    "            # Plot boundary\n",
    "            for path in border_dict[row['annot']]:\n",
    "                ys, xs = zip(*path)\n",
    "                plt.plot(ys, xs, c='darkgreen', lw=4.5, alpha=1)\n",
    "\n",
    "\n",
    "    plt.gca().invert_yaxis()\n",
    "\n",
    "    plt.axis('off')\n",
    "    \n",
    "    # Setting colorbar\n",
    "    cb = plt.colorbar(shrink=.8, aspect=25, pad=0.05, extend='both')  # 컬러바 크기 조정, shrink는 컬러바의 크기를 조정하는 비율(0에서 1), aspect는 컬러바의 가로 세로 비율\n",
    "    cb.outline.set_color('black')\n",
    "    cb.outline.set_linewidth(2)\n",
    "    cb.set_ticks([-80, -40, 0, 40, 80])\n",
    "    cb.set_ticklabels([80, 40, 0, 40, 80])\n",
    "    cb.set_label('Positive                    Negative', rotation=270, labelpad=45, fontsize=45)\n",
    "\n",
    "    cb.ax.yaxis.set_tick_params(labelsize=45, length=8, width=2)\n",
    "\n",
    "    plt.tight_layout()\n",
    "    \n",
    "    # Save image\n",
    "    plt.savefig('./{}.jpg'.format(filename), dpi=400, bbox_inches='tight')\n",
    "\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e3cfcb87",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1300x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# National drought\n",
    "drawKorea_number('number_ND', spatial_dist, 'place_code', 'coolwarm_r', 'Figure2b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0a4c23d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Regional/Local drought\n",
    "drawKorea_number('number_RD', spatial_dist, 'place_code', 'coolwarm_r', 'Figure2c')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92a9ff6c",
   "metadata": {},
   "source": [
    "## Figure 2 b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "95283c46",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import daily numbers of posts\n",
    "\n",
    "# NAVER\n",
    "naver_daily = pd.read_csv('./NAVER_daily.csv', index_col=0)\n",
    "naver_daily.index = pd.to_datetime(naver_daily.index)\n",
    "# Twitter/X\n",
    "twitter_daily = pd.read_csv('./Twitter_daily.csv', index_col=0)\n",
    "twitter_daily.index = pd.to_datetime(twitter_daily.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "114433db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rc('font', size=20, family='Arial')\n",
    "fig, ax = plt.subplots(figsize=(10, 4), sharex=True)\n",
    "\n",
    "# Plot NAVER\n",
    "ax.plot(naver_daily.loc[pd.date_range('2022-03-15', '2023-05-15'), 'total_count_daily'], color='#2DB400', linewidth=2.5, alpha=1)\n",
    "ax.set_ylim(-0.15, 150)\n",
    "ax.set_yticks([0, 30, 60, 90, 120, 150])\n",
    "ax.set_yticklabels([0, 3, 6, 9, 12, 15])\n",
    "\n",
    "ax1 = ax.twinx()\n",
    "\n",
    "# Plot Twitter/X\n",
    "ax1.plot(twitter_daily.loc[pd.date_range('2022-03-15', '2023-05-15'), 'total_count_daily'], color='#000000', linewidth=2.5)\n",
    "ax1.set_ylim(-1, 50000)\n",
    "ax1.set_yticks([0, 10000, 20000, 30000, 40000, 50000])\n",
    "ax1.set_yticklabels([0, 10, 20, 30, 40, 50])\n",
    "\n",
    "# Ticker setting\n",
    "ax.tick_params(axis='y', length=10, color='#2DB400', width=2, labelcolor='#2DB400')\n",
    "ax1.tick_params(axis='y', length=10, color='#000000', width=2, labelcolor='#000000')\n",
    "ax.set_xlim(pd.to_datetime('2022-03-15'), pd.to_datetime('2023-05-15'))\n",
    "ax.set_xticks(pd.date_range('2022-04-01', '2023-05-01', freq='3MS'))\n",
    "ax.set_xticklabels(['Apr 2022', 'Jul 2022', 'Oct 2022', 'Jan 2023', 'Apr 2023'])\n",
    "ax1.set_ylabel('NAVER News ' + r'$\\mathregular{({\\times} 10)}$', color='#2DB400', rotation=270, labelpad=65, fontweight='semibold')\n",
    "ax.set_ylabel('Twitter/X ' + r'$\\mathregular{({\\times} 1,000)}$', color='#000000', rotation=90, labelpad=45, fontweight='semibold')\n",
    "\n",
    "# Define national drought (I) and regional drought (II)\n",
    "ax.fill_betweenx(y=[0, 150], x1=pd.to_datetime('2022-05-01'), x2=pd.to_datetime('2022-06-30'), facecolor='grey', alpha=0.2, zorder=0)\n",
    "plt.figtext(s='(I)', x=0.25, y=0.82, fontsize=20, fontweight='semibold')\n",
    "ax.fill_betweenx(y=[0, 150], x1=pd.to_datetime('2023-02-01'), x2=pd.to_datetime('2023-03-31'), facecolor='grey', alpha=0.2, zorder=0)\n",
    "plt.figtext(s='(II)', x=0.7475, y=0.82, fontsize=20, fontweight='semibold')\n",
    "\n",
    "# Ticker setting\n",
    "ax.yaxis.set_ticks_position('right')\n",
    "ax1.yaxis.set_ticks_position('left')\n",
    "\n",
    "# Set frame widths and colors\n",
    "ax.spines['top'].set_linewidth(1.5)\n",
    "ax.spines['bottom'].set_linewidth(1.5)\n",
    "ax.spines['left'].set_linewidth(1.5)\n",
    "ax.spines['right'].set_linewidth(1.5)\n",
    "ax.spines['right'].set_color('#2DB400')\n",
    "ax.spines['left'].set_color('#000000')\n",
    "\n",
    "ax1.spines['top'].set_linewidth(1.5)\n",
    "ax1.spines['bottom'].set_linewidth(1.5)\n",
    "ax1.spines['left'].set_linewidth(1.5)\n",
    "ax1.spines['right'].set_linewidth(1.5)\n",
    "ax1.spines['right'].set_color('#2DB400')\n",
    "ax1.spines['left'].set_color('#000000')\n",
    "\n",
    "# Save image\n",
    "plt.savefig('./Daily_number.jpg', dpi=1200, bbox_inches='tight', transparent=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "7ea536a6",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x350 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rc('font', size=20, family='Arial')\n",
    "fig, ax = plt.subplots(figsize=(9, 3.5), sharex=True)\n",
    "\n",
    "# Plot NAVER\n",
    "ax.plot(naver_daily.loc[pd.date_range('2022-05-01', '2022-06-30'), 'total_count_daily'], color='#2DB400', linewidth=3, alpha=1)\n",
    "ax.set_ylim(-0.15, 150)\n",
    "ax.set_yticks([0, 30, 60, 90, 120, 150])\n",
    "ax.set_yticklabels([0, 3, 6, 9, 12, 15])\n",
    "\n",
    "ax1 = ax.twinx()\n",
    "\n",
    "# Plot Twitter/X\n",
    "ax1.plot(twitter_daily.loc[pd.date_range('2022-05-01', '2022-06-30'), 'total_count_daily'], color='#000000', linewidth=3)\n",
    "ax1.set_ylim(-1, 50000)\n",
    "ax1.set_yticks([0, 10000, 20000, 30000, 40000, 50000])\n",
    "ax1.set_yticklabels([0, 10, 20, 30, 40, 50])\n",
    "\n",
    "# Ticker setting\n",
    "ax.tick_params(axis='y', length=10, color='#2DB400', width=2, labelcolor='#2DB400')\n",
    "ax1.tick_params(axis='y', length=10, color='#000000', width=2, labelcolor='#000000')\n",
    "ax.set_xlim(pd.to_datetime('2022-05-01'), pd.to_datetime('2022-06-30'))\n",
    "ax.set_xticks(pd.date_range('2022-05-01', '2022-06-30', freq='10d'))\n",
    "ax.set_xticklabels(pd.date_range('2022-05-01', '2022-06-30', freq='10d').strftime('%#d %b'))\n",
    "ax1.set_ylabel('NAVER News ' + r'$\\mathregular{({\\times} 10)}$', color='#2DB400', rotation=270, labelpad=65, fontweight='semibold')\n",
    "ax.set_ylabel('Twitter/X ' + r'$\\mathregular{({\\times} 1,000)}$', color='#000000', rotation=90, labelpad=45, fontweight='semibold')\n",
    "ax.yaxis.set_ticks_position('right')\n",
    "ax1.yaxis.set_ticks_position('left')\n",
    "\n",
    "# Set frame widths and colors\n",
    "ax.spines['top'].set_linewidth(1.5)\n",
    "ax.spines['bottom'].set_linewidth(1.5)\n",
    "ax.spines['left'].set_linewidth(1.5)\n",
    "ax.spines['right'].set_linewidth(1.5)\n",
    "ax.spines['right'].set_color('#2DB400')\n",
    "ax.spines['left'].set_color('#000000')\n",
    "\n",
    "ax1.spines['top'].set_linewidth(2)\n",
    "ax1.spines['bottom'].set_linewidth(2)\n",
    "ax1.spines['left'].set_linewidth(2)\n",
    "ax1.spines['right'].set_linewidth(2)\n",
    "ax1.spines['right'].set_color('#2DB400')\n",
    "ax1.spines['left'].set_color('#000000')\n",
    "\n",
    "plt.figtext(s='(I)', x=0.5, y=0.74, fontsize=32, fontweight='semibold')\n",
    "\n",
    "# Save image\n",
    "plt.savefig('./Daily_number_zoom_in.png', dpi=1200, bbox_inches='tight', transparent=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "835ebf3d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "text",
   "language": "python",
   "name": "text"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
